Agent skill

Social Analytics

by guia-matthieu in guia-matthieu/clawfu-skills

Analyze social media profiles and engagement. An agent skill from guia-matthieu/clawfu-skills.

MITAuto-check passed

Install Social Analytics

skills CLI
$ npx skills add guia-matthieu/clawfu-skills --skill social-analytics -a claude-code

Project install by default; add -g for ~/.claude/skills/.

GitHub CLI
$ gh skill install guia-matthieu/clawfu-skills social-analytics --agent claude-code

Project scope by default; add --scope user for a personal install. Needs GitHub CLI 2.90.0 or later (public preview).

Manual copy
$ git clone --depth 1 https://github.com/guia-matthieu/clawfu-skills.git skills-src && mkdir -p .claude/skills && cp -r skills-src/skills/social/social-analytics .claude/skills/social-analytics && rm -rf skills-src

Use ~/.claude/skills/ instead of .claude/skills for a personal install. The folder must contain SKILL.md.

Claude Code skills documentation · loads skills from .claude/skills/

Facts

Skill name
social-analytics
GitHub stars
150
Token cost
~1.4k tokens
SKILL.md length
278 words
Files
3 (incl. scripts)
Skills in repo
31
Repo updated
First seen
Licence
MIT

At a glance

Analyze social media profiles and engagement. An agent skill from guia-matthieu/clawfu-skills.

  • : auditing competitor social presence
  • SKILL.md covers When to Use This Skill, What Claude Does vs What You…, Dependencies and Commands, plus 7 more sections
  • Runs Python scripts from its folder; calls python and pip
  • Calculating engagement rates

What it does

Social Analytics is an agent skill from guia-matthieu/clawfu-skills. Analyze social media profiles and engagement. Use when: auditing competitor social presence; calculating engagement rates; identifying top-performing content; tracking profile growth; benchmarking social metrics

Its SKILL.md is about 1.4k tokens, which your agent loads only when the skill is triggered. The skill folder holds 3 other files, including scripts (for example `scripts/main.py`).

The repository describes itself as: 172 expert marketing skills for AI agents — ClawFu MCP Server. The licence is MIT.

When your agent uses it

  • : auditing competitor social presence
  • Calculating engagement rates
  • Identifying top-performing content
  • Tracking profile growth

Example prompts

  • “/social-analytics”

Requirements

  • Python 3

What it can do on your machine

Read from SKILL.md and the folder at commit 4108f5c. It shows what the files ask for, not the result of running them.

  • Tool permissions

    Pre-approves nothing: there is no allowed-tools line, so your agent's usual permission prompts apply.

    From allowed-tools in the SKILL.md frontmatter.

  • Runs code

    Ships 2 files in scripts/ (Python), which the agent can run.

    Shell commands in SKILL.md call:

    • python
    • pip

    From the folder's file list and the shell code blocks in SKILL.md.

  • Network

    No URLs in SKILL.md. Its commands use pip, which can reach the network depending on how they are called.

    From URLs in SKILL.md, links to its own repository left out.

  • Credentials

    Names no API keys, tokens, secrets or passwords.

    From names ending in _API_KEY, _TOKEN, _SECRET, _KEY or _PASSWORD in SKILL.md.

Context cost

Social Analytics loads about 1.4k tokens when it runs. Until then it costs about 57 tokens; SKILL.md has 278 words of instructions outside code blocks.

Always · name and description, kept in context so the agent knows when to use it
~57
When it runs · the whole SKILL.md, loaded when a task matches
~1.4k

Estimates: characters ÷ 4, the usual rule of thumb; real counts depend on the model's tokenizer. Scripts and assets cost tokens only if the agent reads them.

Safety

Auto-check passed

The automated check found no risky patterns in SKILL.md.

Automated static check — not a guarantee. Review scripts before installing. It scans the text of SKILL.md for risky patterns (piping downloads into a shell, reading credential files, hidden Unicode, destructive commands); the scripts in this folder are not scanned.

SKILL.md

The full file from guia-matthieu/clawfu-skills at commit 4108f5c, republished under its MIT licence (© guia-matthieu). 278 words, ~1,368 tokens.

Download SKILL.mdSave it as .claude/skills/social-analytics/SKILL.md (or your agent's skills folder). This skill also uses 2 other files; get the full folder from GitHub.
name
social-analytics
description
Analyze social media profiles and engagement. Use when: auditing competitor social presence; calculating engagement rates; identifying top-performing content; tracking profile growth; benchmarking social metrics
license
MIT
metadata.author
ClawFu
metadata.version
1.0.0
metadata.mcp-server
@clawfu/mcp-skills

Social Analytics

Analyze social media profiles and calculate engagement metrics - understand what content works for competitors and your own accounts.

When to Use This Skill

  • Competitor analysis - Audit competitor social presence
  • Engagement benchmarking - Calculate and compare engagement rates
  • Content analysis - Identify top-performing post types
  • Profile audit - Assess social media health
  • Reporting - Generate social performance reports

What Claude Does vs What You Decide

Claude DoesYou Decide
Structures analysis frameworksMetric definitions
Identifies patterns in dataBusiness interpretation
Creates visualization templatesDashboard design
Suggests optimization areasAction priorities
Calculates statistical measuresDecision thresholds

Dependencies

bash
pip install click pandas requests beautifulsoup4
# For authenticated API access:
pip install tweepy instaloader

Commands

Analyze Profile
bash
python scripts/main.py analyze @competitor --platform twitter
python scripts/main.py analyze @brand --platform instagram
Calculate Engagement
bash
python scripts/main.py engagement @profile --platform twitter --days 30
python scripts/main.py engagement @profile --platform linkedin --posts 50
Find Top Posts
bash
python scripts/main.py top-posts @profile --platform twitter --count 10
python scripts/main.py top-posts @profile --metric likes
Export Data
bash
python scripts/main.py export @profile --platform twitter --format csv
python scripts/main.py export @profile --platform instagram --output report.json
Compare Profiles
bash
python scripts/main.py compare @brand1 @brand2 @brand3 --platform twitter

Examples

Example 1: Competitor Social Audit
bash
# Analyze competitor profile
python scripts/main.py analyze @competitor_brand --platform twitter

# Output:
# Profile Analysis: @competitor_brand
# ─────────────────────────────────────
# Followers:      45,230
# Following:      1,234
# Total Posts:    2,456
# Avg Likes:      234
# Avg Retweets:   45
# Engagement:     2.3%
# Post Frequency: 3.2/day
# Top Hashtags:   #marketing, #growth, #startup
Example 2: Benchmark Engagement Rates
bash
# Compare engagement across competitors
python scripts/main.py compare @brand1 @brand2 @brand3 --platform twitter

# Output:
# Engagement Comparison
# ─────────────────────
# Profile         Followers   Eng.Rate   Posts/Day
# @brand1         45,230      2.3%       3.2
# @brand2         32,100      3.1%       2.1
# @brand3         89,500      1.8%       4.5

# Winner: @brand2 (highest engagement despite fewer followers)
Example 3: Find Winning Content
bash
# Identify top performing posts
python scripts/main.py top-posts @marketing_pro --platform twitter --count 10

# Output:
# Top 10 Posts by Engagement
# ──────────────────────────
# 1. "Here's what nobody tells you about..."
#    Likes: 2,345  RTs: 456  Eng: 6.2%
#    Type: Thread  Time: Tuesday 9am

# 2. "The biggest mistake I see founders make..."
#    Likes: 1,890  RTs: 312  Eng: 4.8%
#    Type: Single  Time: Wednesday 8am

Engagement Rate Benchmarks

Twitter/X
Account SizeGoodGreatExcellent
<10K1-3%3-6%>6%
10K-100K0.5-1%1-3%>3%
100K+0.2-0.5%0.5-1%>1%
Instagram
Account SizeGoodGreatExcellent
<10K3-6%6-10%>10%
10K-100K1-3%3-6%>6%
100K+0.5-1%1-3%>3%
LinkedIn
Account SizeGoodGreatExcellent
Personal2-4%4-8%>8%
Company0.5-1%1-2%>2%

Metrics Explained

MetricFormulaWhat It Measures
Engagement Rate(likes + comments + shares) / followersOverall content resonance
Amplificationshares / followersContent virality
Conversationcomments / followersCommunity engagement
Applauselikes / followersContent appreciation

Output Formats

FormatBest For
textQuick terminal review
csvSpreadsheet analysis
jsonProgrammatic use
mdReports and docs

Skill Boundaries

What This Skill Does Well
  • Structuring data analysis
  • Identifying patterns and trends
  • Creating visualization frameworks
  • Calculating statistical measures
What This Skill Cannot Do
  • Access your actual data
  • Replace statistical expertise
  • Make business decisions
  • Guarantee prediction accuracy

Skill Metadata

  • Mode: centaur
yaml
category: social
subcategory: analytics
dependencies: [pandas, requests, beautifulsoup4]
difficulty: intermediate
time_saved: 4+ hours/week

© guia-matthieu, MIT. Rendered from Markdown: HTML in the file is shown as text, images as links, and headings moved down two levels. Raw file

Files

SKILL.md and 2 other files (scripts) in skills/social/social-analytics of guia-matthieu/clawfu-skills.

  • SKILL.md
  • scripts/main.py
  • scripts/requirements.txt

Open the folder on GitHubat commit 4108f5c

Compare with similar skills

Social Analytics next to the 5 skills that share the most tags, products or categories with it. Stars are the repository's; “used in” counts other GitHub owners with a copy.

Social Analytics compared with similar skills
SkillStarsUsed inTokensAuto-checkLicenceRepo updated
Social Analytics this skillguia-matthieu/clawfu-skills150—~1.4kAutomated safety check: PassMIT
Competitor Profilingsickn33/agentic-awesome-skills47k1 repos~3.6kAutomated safety check: PassMIT
Competitorscoreyhaines31/marketingskills54k—~3kAutomated safety check: PassMIT
Competitor ProfilingNexus-JPF/note-companion8704 repos~3.5kAutomated safety check: PassMIT
Designing Adversary Engagement With Mitre Engagemukul975/Anthropic-Cybersecurity-Skills34k—~3kAutomated safety check: PassApache-2.0
Competitor Profilingunifapi-agent/agents589—~2.4kAutomated safety check: PassMIT

Similar skills

  • Competitor Profiling

    sickn33/agentic-awesome-skills

    When the user wants to research, profile, or analyze competitors from their URLs.

    47k GitHub starsUsed in 1 repo~3.6k tokens
    Marketing & SEOAuto-check passed
  • Competitors

    coreyhaines31/marketingskills

    When the user wants to create competitor comparison or alternative pages for SEO and buyer-facing use.

    54k GitHub stars~3k tokensUpdated yesterday
    Marketing & SEOAuto-check passed
  • Competitor Profiling

    Nexus-JPF/note-companion

    When the user wants to research, profile, or analyze competitors from their URLs.

    870 GitHub starsUsed in 4 repos~3.5k tokens
    Marketing & SEOAuto-check passed
  • Designing Adversary Engagement With Mitre Engage

    mukul975/Anthropic-Cybersecurity-Skills

    Plan, run, and measure an adversary engagement operation using the MITRE Engage framework so that deployed deception is driven by strategy instead of deployed ad hoc.

    34k GitHub stars~3k tokensUpdated 1 mo ago
    DevOps & CloudAuto-check passed
  • Competitor Profiling

    unifapi-agent/agents

    When the user wants to research, profile, or analyze a competitor from its public footprint — site, search/SEO, backlinks, social, and positioning.

    589 GitHub stars~2.4k tokensUpdated 1 mo ago
    Marketing & SEOAuto-check passed
  • Production Audit

    affaan-m/ECC

    Local-evidence production readiness audit for shipped apps, pre-launch reviews, post-merge checks, and "what breaks in prod?" questions without sending repo data to an external audit service.

    276k GitHub starsUsed in 1 repo~1.9k tokens
    Product & Project ManagementAuto-check passed

More from guia-matthieu/clawfu-skills

All 31 skills in this repo
  • Ab Test Stats

    guia-matthieu/clawfu-skills

    Calculate A/B test statistical significance. An agent skill from guia-matthieu/clawfu-skills.

    150 GitHub stars~1k tokensUpdated 9 days ago
    Auto-check passed
  • Cohort Analysis

    guia-matthieu/clawfu-skills

    Analyze user retention by cohort. An agent skill from guia-matthieu/clawfu-skills.

    150 GitHub stars~864 tokensUpdated 9 days ago
    Auto-check passed
  • Competitive Analysis

    guia-matthieu/clawfu-skills

    Analyze your competitive landscape using Porter's Five Forces and modern frameworks—understand industry dynamics, identify strategic opportunities, and position your business for sustainable…

    150 GitHub stars~5.2k tokensUpdated 9 days ago
    Auto-check passed
  • Competitor Monitor

    guia-matthieu/clawfu-skills

    Monitor competitor websites for changes. An agent skill from guia-matthieu/clawfu-skills.

    150 GitHub stars~815 tokensUpdated 9 days ago
    Auto-check passed
  • Content Repurposer

    guia-matthieu/clawfu-skills

    Transform long-form content into multiple short-form pieces.

    150 GitHub stars~1.4k tokensUpdated 9 days ago
    Auto-check passed
  • Deliverability Checker

    guia-matthieu/clawfu-skills

    Check email deliverability and DNS configuration. An agent skill from guia-matthieu/clawfu-skills.

    150 GitHub stars~1.1k tokensUpdated 9 days ago
    Auto-check passed

Questions about Social Analytics

What does Social Analytics do?

Analyze social media profiles and engagement. An agent skill from guia-matthieu/clawfu-skills. Social Analytics is an agent skill from guia-matthieu/clawfu-skills. Analyze social media profiles and engagement.

When should I use Social Analytics?

Social Analytics fits situations like: : auditing competitor social presence; calculating engagement rates; identifying top-performing content; tracking profile growth.

How do I install Social Analytics in Claude Code?

Run `npx skills add guia-matthieu/clawfu-skills --skill social-analytics -a claude-code`. Or copy the skill folder (skills/social/social-analytics in guia-matthieu/clawfu-skills) into .claude/skills/social-analytics in your project. Claude Code loads it when a task matches its description.

How do I install Social Analytics in Codex?

Run `npx skills add guia-matthieu/clawfu-skills --skill social-analytics -a codex`. Or copy the skill folder (skills/social/social-analytics in guia-matthieu/clawfu-skills) into .agents/skills/social-analytics in your project. Codex loads it when a task matches its description.

Can I use Social Analytics in Cursor, Gemini CLI or GitHub Copilot?

Cursor, Gemini CLI, GitHub Copilot and OpenCode also load SKILL.md folders. With the skills CLI, run `npx skills add guia-matthieu/clawfu-skills --skill social-analytics -a cursor` (or -a gemini-cli, github-copilot or opencode for the others). To copy it by hand, put the folder in .cursor/skills/social-analytics, .gemini/skills/social-analytics, .github/skills/social-analytics and .opencode/skills/social-analytics in your project.

What does Social Analytics need to run?

Going by SKILL.md and its folder, Social Analytics needs Python for the scripts in its folder and the command-line tools its instructions call (python and pip). Our summary lists: Python 3.

Does Social Analytics access the network?

SKILL.md contains no URLs. Its commands use pip, which can reach the network depending on how they are called. This is read from the text; nothing was executed.

Is Social Analytics safe to install?

Our automated static check of SKILL.md found no risky patterns, such as piping downloads into a shell, reading credential files or hidden Unicode. It is not a guarantee. The check reads SKILL.md only: the scripts in the folder are not scanned, so read them before running anything.

What licence does Social Analytics use?

Social Analytics is published under the MIT licence (declared in SKILL.md). It allows redistribution, so the full SKILL.md is shown on this page.

How many tokens does Social Analytics use?

About 1.4k tokens (SKILL.md is roughly 5.5k characters). Agents keep only the skill's name and description in context until a task matches; then they load SKILL.md in full.

What are the alternatives to Social Analytics?

Skills that share tags, products or a category with Social Analytics: Competitor Profiling (sickn33/agentic-awesome-skills, 47k stars), Competitors (coreyhaines31/marketingskills, 54k stars), Competitor Profiling (Nexus-JPF/note-companion, 870 stars) and Designing Adversary Engagement With Mitre Engage (mukul975/Anthropic-Cybersecurity-Skills, 34k stars). The comparison table on this page puts their stars, adoption, token cost, safety result and licence side by side.

Who maintains Social Analytics?

guia-matthieu (a GitHub user) maintains it in guia-matthieu/clawfu-skills, which has 150 GitHub stars. The repository holds 31 skills in this directory. The repository was last updated on October 1, 2026.

Source: guia-matthieu/clawfu-skills on GitHub. Facts on this page come from the repository at the commit we read; the author's words are quoted as theirs.